Overjet

Project details

  • Product Manager / Consultan
  • AI & Generative AI
  • jan 10, 2026

Overjet – AI Dental Insurance Platform

Explainable AI for Dental Underwriting & Claims Decisioning

Overjet is an AI-driven dental insurance platform designed to enhance underwriting accuracy and streamline claims review workflows. Operating within a highly regulated environment, the system applies machine learning to support documentation analysis while maintaining transparency, auditability, and compliance. The objective was to integrate AI into insurance decision-making in a way that augments human reviewers rather than replacing clinical judgment.

Problem & Opportunity

  • Manual dental claims review processes are slow and inconsistent
  • Underwriting decisions often lack standardized transparency
  • Regulatory environments demand explainable, auditable AI systems
  • This created an opportunity to deploy AI as a structured decision-support layer within compliant insurance workflows.

Solution & Execution

  • Designed AI-supported underwriting and claims review workflows
  • Established structured documentation frameworks to improve consistency
  • Prioritized explainable AI outputs to support regulatory transparency
  • Aligned system architecture with compliance, audit, and review requirements
  • Ensured AI recommendations remained assistive rather than autonomous

Impact & Outcome

  • Accelerated dental claim review cycles
  • Improved underwriting consistency and documentation clarity
  • Strengthened trust through explainable AI integration
  • Platform recognized as a LinkedIn Top Startup

What This Demonstrates

  • Explainable AI deployment in regulated insurance environments
  • AI-assisted underwriting system design
  • Compliance-first product architecture
  • Human-in-the-loop AI integration
  • Trust-centered automation in healthcare-adjacent industries